{
 "metadata": {
  "name": ""
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%load_ext autoreload\n",
      "%autoreload 2"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "The autoreload extension is already loaded. To reload it, use:\n",
        "  %reload_ext autoreload\n"
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import prettyplotlib as ppl\n",
      "\n",
      "# prettyplotlib imports \n",
      "import matplotlib.pyplot as plt\n",
      "from prettyplotlib import mpl\n",
      "from prettyplotlib import brewer2mpl\n",
      "\n",
      "# Set the random seed for consistency\n",
      "np.random.seed(12)\n",
      "\n",
      "fig, ax = plt.subplots(1)\n",
      "\n",
      "# Show the whole color range\n",
      "for i in range(8):\n",
      "    y1 = np.random.normal(size=1000).cumsum()\n",
      "    y2 = np.random.normal(size=1000).cumsum()\n",
      "    x = np.arange(1000)\n",
      "\n",
      "    plt.fill_between(x, y1, y2, label=str(i))\n",
      "    \n",
      "ppl.legend()\n",
      "\n",
      "fig.savefig('fill_between_matplotlib_default.png')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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Kf4tikqrv1S0EZn5U/S4mMDKEdLJIr2dbixYt4uzZs/PVFvlBsRMA2dnZbNiwIW+99VaS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\n/wdbPZHL0EKARgAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10569b790>"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import prettyplotlib as ppl\n",
      "\n",
      "# prettyplotlib imports \n",
      "import matplotlib.pyplot as plt\n",
      "from prettyplotlib import mpl\n",
      "from prettyplotlib import brewer2mpl\n",
      "\n",
      "# Set the random seed for consistency\n",
      "np.random.seed(12)\n",
      "\n",
      "fig, ax = plt.subplots(1)\n",
      "\n",
      "# Show the whole color range\n",
      "for i in range(8):\n",
      "    y1 = np.random.normal(size=1000).cumsum()\n",
      "    y2 = np.random.normal(size=1000).cumsum()\n",
      "    x = np.arange(1000)\n",
      "\n",
      "    ppl.fill_between(x, y1, y2, label=str(i))\n",
      "    \n",
      "ppl.legend()\n",
      "\n",
      "fig.savefig('fill_between_prettyplotlib_default.png')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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y3YHrhg1gB3Nv4AZa4dr839lEH7Isk4jNLHv+2MgAtdo4ajlNJqLnKjd9GJ7v\ndKz8IiiqisW+MZ1+IFRPtihtqI2BwaPEajHT4Fvew8ZAxxAAOxgl9gP2hBYSn7e73+L6mW+TntOL\nln+0yIRUzOL32ElHBmn2r68ARbmqMDFboK6hZUNjC9XWU8S3oTYGBgY7C0MA7GCsH9aovY/fLfP5\n9l9y9/Zpkokwd7tOLPpcU/R8PXsa7OvOu5IsimTERjyejXttmKyGGsjA4FEiitsbB2AIgJ2MvHyh\nkv11V4lMXMdlGps/ls/nuNt9c0PdF8oSotXJi7/7B5sanmA2BICBwaNku3PXGgJgh6IoCqKWWfaz\nfS0lYrMDCNUFATA1fJeApbChayTM+ynhw27fnEeP6SOeQKqqMTmbJV+qEsvt7GLYBgYGhhfQjiU8\nM0HQvXwCLZNJQK1MQ3WUUrGAw+lCLszhda3P3zmVKyMKAp2feYZgTWjtBitgsvsgv/D3bLJE12ie\nZ/Y7sHhDwOYLgBgYGDx8jB3ADuXUW3+Nx7XKKloK0xKc5srbf0R/9xmkcoaRaHnNfhVV5dZomrxs\n2dLkD9DQto9Y4QFbg8nGZ557EdHqNCKFDQw+BhgCYAeiaRq1ju5V/fb9jlmsFoEvHx1gpvfH5BPT\nKFoaRVnd+2d05h6tbQ4s9q27x/kDNYhevWJRVZKRNTPBmjoUez0mqyEADAw2SzxdRFUfvhrVEAA7\nkEKhwDMHVlefHO9c0L34bGUsYpWXjn5AJLZ6pGB9oAczM2TltYtXrAer00+pLNE7LXFucIDh2B3a\nD3wWk82Hphl2AAODzRBOyoTj+bVP3CKGANiB3Ll5nmjcTam8MIFWqosn0/u7A0XREMU6ZOk2dTUq\nophedF4yWyKb13OIVyUZpz3Ls3suIK9SyPtBspnlPZHuI1qc9IRFGncdofE5laypn/qGRhpa95DK\nlZHknZMfxsDg44Is2hhPGDuATwX9vYur/CTHu6hKTzMV9ZLKCkSTAv1jy+da6RtroiG0m1BAn+Qt\n5vz8pJsrlukZjXKu6zoApy6fp7FWxmwSaPedX3OFrmka//C3/4G5aHjFc+oa23j5639MxpHAXBMl\nq41QLpfx+fyUVStjxQZ+1X+HXHFpFlIDA4OlTEVzJHMq2B5+oKUhAHYA40MLAqBQyNMcNNNUt4e5\npJvuocMkUrXYLcsHamlqPYIgIIq6C2jAO8Rk5AyyrBDLTFMuDdBQM0EmV+D3/9kwFrO+c6h1x4jH\nZlcdVyJyAQOaAAAgAElEQVQ+yzeev8m7r/+f88dmJgdJxMJUq/qE7vMHcDqdZBW9gLUjIDE+o+8u\nRKsbb20T9icyRLMV+qce/pbWwODjTkESsQdbkdWHX3bVEACPGVmWkQsLevvJoTs0fJhTXeAAHtcu\n8uVmFG15X31F0YOxTKKel6etsUBtIMV4uIem4GW+/JkZXjheYmZugoB3YcXvdWuMDZ5ddWyZ5AQ1\nfo3nDo7OH6sWp5mdPM+7F/6BVCYxX3cgL+nCRDQJFKpxAAanRumJv43TrzKaKFLTvH9D98bA4NOI\npIo4nS5UwU6lqr9f93frs4nitl5rSwJgamqKL3/5yxw+fJgjR47wn//zfwYgmUzy0ksv0dnZycsv\nv0w6nV6jp08vE8N97KrR+PUvvockSRTT0/Of7WrZS12wHqd1H4riXFZlo2o2JFnBYl5Izu/3ZrBb\nZ9jdUqajSSXghUp1ZIlXUYPwV5TLK7uOCpq+Yg+6ZknGIwBUitOMjP+MqiXChYHX+P6bf46iKBTl\n2Hy7opQkFo8yVR7FuktPSuffX4/VoVdmqlRlktkKVckoKGBg8FFkTV/5e/0Bzt2eYSqa470bUaLJ\nArHS9hba2ZIAsFgs/Kf/9J/o7e3lypUr/NVf/RX9/f28+uqrvPTSSwwNDfHiiy/y6quvbtd4Hxm5\nnF4ofWJ85KFep5KfI+i1c7S+xPhIP+XM+KLPRVEg6PdRKDk5ceaJRUJgPGzH6aijWK7gdi5MpvVB\nlVBgQb0jCAJHO5d6B7XWZpkZv7HkuKIo+nVUXQAEPArJyBUAUske/P4w08NvkbRdxtI+xMXrp7AF\nFopVl+Qkkfgozr0LqxXNnsbmrSebL3OmOwGNLxBLG3YBA4OPIqv6tCyKIgXVwZ1pBbu/kSuDGUzu\num291pYEQENDA8eOHQPA7XZz8OBBZmZmOHHiBK+88goAr7zyCq+//vrWR/qIKJWKXDv3Fr/+xfeY\nmZ5k4PblFc+9fvEUMxOjK36+Gr0f5u2p5HR3T0EQ0KQKorp8imVBbOTw3uOcvaH715fKGqnMF/G5\nfZQqRTwPuN0LgsDulsXxAK0NS+MDBEGASt+S40Nd/40Lp75LfPbewsHc24xPjKJJI/jUMkd9BUxW\nDZtT4F7pF1isC49SSUrSfe88Ne0LKahT0j1a2vcylHRT37afI8c+i2DeHldUA4NPEpK2kKDBHeqg\nafeTYPFQv/spBGF76xtsmw1gfHycW7du8eyzzxKNRqmvrwegvr6eaPTjU5Vn+M45rLlBdvklem9d\nwm8tEV/Bt95SjREbu7bsZ6uRz2VJDJ3l0ukT2KqR+eOjwz247cv/wG0NDTgddnyeAwCMh2uoD7UB\nIMsVrJbNpYmylt6i//Ybi49pI3ikX+DVfj1/rM5xm54L/xt1zkmebNf4jYMK0dtJAJxNi11Fi3IC\nJTC26Jg9lKdr6CQte46ya98TAAgmQwAYGHyU+zsAgGBNLQAeXwCrdfvfl23JBZTP5/n617/Od77z\nnSVphQVBWDWidadRzc7Q6LcBNnLTUzQ12nn7H/+GmmCQY59/meb2PfPnKuUUCCby+TzVSoVgTc2a\n/WuaRv+tc+xttJEtjOB1L+TvSYX7OHps16rtVdXF1W43Tkdw/pgobL4wS2twgtHygoBWVRUqIxzb\nu1joeV0SX3lmeP5vk0ngKVeWWZZ+54IcQxWrPJiZSBAEYqV+vvrZ/7Bw0GTBKCz8cPigN0vAZeLJ\nDiMi++OEoqpI2qNbGG15ByBJEl//+tf55je/yde+9jVAX/XPzuo66EgkQl3d9uqtHhaapqGWFxKw\nHWhxYjKJPH/AzcG6KqN9V4jP6T7xw0MD2CijVAuEJ0cYe8CVc3Tk3pK+7xONhMnO3AFYkrzti2tM\n/gA+dzuF8tNkcgt5fKKJ1d0516JajM7bFiZHrtAeGlujhc6RJhlpGa8EW6CAI7BUv5+ujBOdi3Bv\nrIfugStMRJevbGawDViDpCTv4x6FwQZIZ0vMxAp4/FvL0bURtiQANE3jj/7ojzh06BB/9md/Nn/8\nq1/9Kq+99hoAr7322rxg2Okk4jE8tqW6cofNjN1mxlENMzfZD8BE93sEvTacFpUrp39FakLX6Wua\nxsCdle0G2VSUg22bz8PjdDg4sKuTtsZDgO5RU66sLHDWg1c5wWjfWwAUom9gNq1vx1brg2BpqW+/\n2SZgtix9tGT7HHeHr3Bp7G/5oPuHRCyjDE7FtzR2g6UkMiXMDh8y5keST8Zge7g+GGckacdsfnRJ\nmrckAC5evMiPfvQjzpw5w/Hjxzl+/DjvvPMO3/rWtzh58iSdnZ2cPn2ab33rW9s13odKKh7B6155\n+9UUcqLJutuk16YxHskQ9DrweZw4zFUuXTzP67/8GSY5Ry6X4+Qv/zvj9+4u6kMuL5/jf6OYP6z4\nNTA2wle/XFrj7NVpqq1AuRcAJ0uNwqvh1dbvyePwwnj511iapvDujWLflScsRNZuaLAhImkVp8uN\nw+VlLmUE331ssAfx1O1+pJfckqh54YUXltSlvc+pU6e20vVjQams/bIocoVyuczodAyz1Y7JXKS2\n7SBzE30URoZpa22mGB6n59YVDtaWic/0wr4j8+1LmTn826Tim5mL4bT3zEf3boniZVRVRVOXr0Gw\nEof9RYZSFVyB9X0pZ3MKEJjPFu01XEFBL6Yjilv/HSPxAumKBSdgtzu4Ogq/9xEzzVwyT11w+dQi\nBo8Pi92LKD7a2FwjEvgBpGJyzXOUaomZyVEc/mbieZHQoX/B08+9TPveI9SHfDQ0NhAKeggPXmIi\nViQ1NzGfNmF06C4Btqavf5CB0R6e2Lc9QXZNvnEmxvqwihurKlbjFbAUKpu+bklY2L2kCgrx3PqK\n2WuahvwJSjR3tXflfEsbYSzjwhHaC+iGd2+omcJH8jDdHVs9wZ/Bo6cqyajio/eKMyqCAdHIDAgC\nQmESnKuf69HiDHWdZu+R5zjs9LBnzz4AnP4GHH6Bjj0H6Zm6Tku9n5RaS6jexY2L75HNzVDvCVBv\n2/otzxeLgMKRfRGCvu3R8TrsMDd9nUPeMhutPBpUy+TZnMFR9ZdJpQrIqsDN0Qwdre0EXGVMy6yE\n5tI56vy6l9lgNEqmaOXZ3cEl533ciGdKlNXtefmrqgn7A153Ho+PSGqKvc4FhwNFtFOuSNht2+tT\n/klDUdVln8OHQThexOPreCTXepBPzQ6gUCigaRqx6DThqSHu3tG9dnLZDPeun2Cg5ybBNSZ/AKfd\nTJ2zzN79R+Ynf4BdnU/QtvsAFosFwezG7g7x+S/9Nk9/4Svc6hlEyF6kmNyeqOLxmdMk0nc4fmB7\n84LkYldwbaLOe624diWyldAUG7F8hYlUnLSkMpCdZDq+fH/v996lN6ynyihZc8RMU5u+7laJp7d2\n71VVI5YqoKgq/XMWXN7AlsekaRqKtjiBmCiKlJXFE73FGSSRXXqP7+ed2S4UVaV76Oa29vko6R48\nS1XavIv1RpBUAZPp4Sd/+yifSAEgSRJTU1MkEgmkD9Uvw92DJBNJJnr/lnjf/8KvfvgjyuUy4akR\ndteoTA6uL6BLUVWKihmrdbELp9VqxenUJYgztAeTzYPfH0DTNL7w3BG0qpPmmnVImDWYiU7z9OE5\n9nesL5//RvjioSub0kOHzFVKsRK5uxv36LGrtTjdDZRUE8efP47NIyKJy78I1t1lkjb9GiWhTI39\n+JoV0B4WVwd01Vu5svFJU5YV/uH9e7xzbZpbQzEcwV2UFeuyE7AsK4xH1meXSedK2FxLd2KFqkjP\nuO58UJVkVIuHwTnzorQiozMpLvWnyRd1dZ6maXTdm9jwd7uPpmn0jfSiWmNki1tzUthulAfslpqm\nUalKjE4vdUne2xYnke5/JGOStUc/+cMnVACcPXuWubk5RkZGuHjmBwBYFYGR7kvY1Tsc3TWFzWHm\n1K9/zXB/N7KscKRtfZNzNC3h73h+1XNadh/E36xH7IanB7Fm/i9CgQgW89Z+ZEVRCXjPUONTCPq2\nf+LbrDF5b6PGs5UwT/s37nFS7zyGw9+IJvp56tA/w+W1UNSWToQTqTnc7RqV9iR94TniCYlD7fY1\nK6A9LKzeBiajea70bTzK/e5Umdb9z9K092miUh2iKOKuaeHWRJVrAwuV4KbmsoxECkRNnfRN6bYZ\nZQWnC4BoqozDsfQ5nklJxKpBrvbPMT6bw+urwVW7m+mY3qckK1wYLGH31HDyVgJN08jki+RLm7cv\nTcRjNNRcIy8qnBnp2XQ/D4PbAwueebFUgkh8jGRmcexLqVLF5cjhsC0fE5PKbq93laI9nql4RwqA\n2JxuKL106dKG2nV3d5NKpahUKuRyOarVKkLxIpVykQvvfUBi6F2OtI2gaRrB5kbi0VGk9BSJTIn6\nmvXpsEW7nyeOP7PqOU6nk9aOTgCkwj0OtCZ5Yt84s/HYqu3WIpqM0tG8s1ZT9zncquIQlEWrSikV\nIBdb2UaRm3JR69qHI9DG3r3P4vMEqK9pZ2hqmsm5JFVJJpHNc28uQlLNYPeKWOwiJdFGNVnEZspg\ntTz6YDJN08BsZ2C6iMW1dvT3gxSKVXLU4PZ4CQRraGzpmP+sbK5ltqDbAmLpEiNRhUTFhcViJVnV\n3aZO3Ziif2Z5g3G2rCwbdd+2+xB2Tw0ZycVEzoMoilgsVhIl3R41GS1w6MlnyZYFAi2HSGSKFEoZ\ndtdt/lnLCQVkp4mCUMZ0MMdkaumzn8w9ehdVSVawmiMMjY+SL5ZQ1CQeRw/tjdn5cyZnZ0hlwjTX\nybQ1zhFLLt7ZJtJJ3r14ZtGxrcZbVOXHky1hRwqAoRu/Jjw9zuDg4LwHzXoYHR2lv7+fQqFAMpkk\nn8/RWjNF/+U/p7Zgp96j64yjCRFfsA6z3YPJ4SFfXv+PZwt0rHnOlWvnF/74MEjLZhXQtK3pjUUh\ntu4grcdBrUuhXFjwzPGb95C5q/s1q6pGKb2wAyrnVZ5t/BN2NR5hd+cRjj71eQD21T9H2ZtncLbE\nUCRGuBwnbU4jmSQqBX1nMDI8w5cPjFIthjGbl6pHbg1cZyKs1zrI5Ld/ksnmK9gcbnA3I5j0Og3h\n+NpqmnAyxdhsDpe/ftnPvf4Q3mAjxbLEVMpEUbGBswEAWTVRqkhojjqGMssvJLLS8rtYURSx2x2E\nWg9R07iQyqSk6MImJ1sRRZHaxna8Xh+pvILADG7n1KIdx2x8fTsCRVWJKDEimgNbrQlPg4m4utjz\nKJUvcCH56HcGseQczxyZxuu+QPfQWcxijic6k9is+m5I0zSq1WsUywkEQcDthPHwDWbjCwuNqhzh\n+IEE5cqCfeDS7etMhDevMstImzC+bQM7TgBMTY5ho8zs9Bhms3k+pcR6kCSJ8fFxnE4nVquVmalR\nvLY0pcQQCXuSY0+PA9A1ug+H04Xd5SevOLk9XmBqTn+BZ5MLqx5V1YgkiuQ+dHNUVQ2bu3bNcczE\n75HLZTn97t8hFBd2MYK4OXfJmTn9hbeY13ZTfZzU+EDO6N9RljTMmpM/+Bf/M+mhEOroMRpMC6oz\nOe/g6KFn8PuCiKI4b1NpadzDZzu/Rn1DkGIxR7EAFVOFslbBPzxD6VwYc3acw7vKhMxnMH3otprK\n6Dru927M8MTe27TWj9M1ME4qe27bv2cqX8HpdBGqa0LWRDRN49q9wpqG4YSUIVla3ajo8QXon0yR\nVZzUtx3A/qFKR9ZM/PKDe9Q07kOimZ6xMOlcmevRQWJZffWqiMsXDVqJsmLRBfNHPJBkTcRmjZPI\nFugeuUkslyWRyXNzZHiFnlhU+/kf717AeqhA3O1D+jDeoCgWSWYLqKpGRZLoKYxgqZGYjCVW6hJg\nW2tG3JucQBCzBH0qx/aXeeH4NPmiPr80htKMTN3lWs9FPnskRq64MOG3Ncyiafo9LlUqWEw5nj9e\nJZ1fCOrsaBrFad9cVLumaaiPySFzxwmA/ku/pM4lEQ7PEggESCaXTnrZbJaurq4lxyVJYu6B/DJe\nX4hkViCa8+Godc0bOHNl3U/a7nDiCTbRcfCzpMv6DzBT0B9YRVUZm81yc7RIJKXvQmI5mdZdnWt+\nh6GJLr7/sz/EXvguHaEFzx9R2JwAyBfGuD1wG5NpY0FajxpRFLBr+kQgJ2soxm20Nu+iwfJZvvm7\n/xFz1Y9UVUjdmsNuCqyYJPBLn/8q7TWDuG05pJJGypQm44/zTHOFL9RVeaIxhSgKhPzSfCnMcvU6\n0fg0qtmHqgpEsiGiJQv1gfiqevPNUJQt8wE7iiaSyZfx1nfSm/ATS5dXNExXzBWqwup2IEEQmCl6\n8ASbFt0fk9WBYgthMpnY3fg01ydm+cWlcVKuOJPpODfHxlA26EfuDjTwQXecfGXx75DMVfigS+b9\nO09QFMNMFmc5PXuLqnd5lZCiqvTc60NVNbqGJ3DukxAEAVvAjtWpv1dFc5Gh7BRz6SxjqTlKbXGE\noMS0OjvfR/+Urtoqlhfek3cGb23oO32UYlma//01bZJiSV9MiaJAQ0jj+eP6NX0e+MJTl/nd3+jD\nbhNob1yYzI8flJiO9jM2E+ZG70X8nmGsFgFFztFzb5BCqYzXXcBsTi5SBY3OrC/eolyVEa0bE97b\nxY4SANlshkavhtlsolzRH4L7O4BFhVDGx8nn81y5coVcTp8UJ0e7UVWVxqbW+fMcThc3x5/F5XZT\nMuuTeLmioXzEZ10QBJJ5lUiyRGP7AZLZCmfvpollFTx1e0hXbSiqyuXBIjbb2i+Zf2+GQx0pnjuS\nX/wSi5vTqdYGizx18DqauvMDeBxIlNNV3HIbB3c9iyAI/M6X/w0AqdEBlHCOTruE07xywqt8Loe1\ncodKKcFg3wzeDjBXyjSFYN9BiedfXAhWc9ryVCUZp62KxXIbwWpnLNbCaPwIDo+P1sbyEh3uVslK\nC8+A2eaha6yMz+/HE2xkPKHw3s3lDcOSKFFZQwAAtLQfWCIcPR4vB488tXBADNF55HkySomR4jQj\nzjnq65o29D1MJhOaqxlPoGHR8cGpPPHKbo599qsULVWm3VNInhKWdnnZqnRziTgNNXnGwtMkSWP2\nLj2n6ihRtpZISTlKQgm7R8ThNSHZdXfU93p6GK+EiaYynOnVjbRVSaYUzGzJi2hwVmY0kkfTNEL+\nNFbz+Krn30+rfmTv4iDD334hTqVymhpvlLZGfTylyjgVaYa+0REu9bWRKWQ4dWuOK4MZyhWJqdja\nCz5N05hLFnA6H09k9o4SANHwBEGvLgllRd/6lctlIpEI737wy/nzJEkiFosRj8cZHx9H0zR6Lv45\nNpsNl2vxjTQ52qiqbpx+B+NhM5fvdCCzVN9m8XcQTsPdvosUVTtmZw2RtILH6ycjOTh9cwZJcCz7\nAjzIwJ1f4o1PEGKpn7XJtLBljMYnmIlOLznnPqqqcXugTw9GEYo0hODw3s1H3D4q9opZTCMlGquw\nq03fad0Xmkd3SRxW8gRsCgHbnhX76Lv+D+xuqyCISY4KebKRKu6x0vyk+KAdpLFOZmD0JqKpwuE9\nYUSzSEz7A1yh38DqbCeVM6Fp25N/6T4FeUEAuDxe/K3H5sdWNDXiqO2kWFpqu5LEKoptc6+cKIqL\n/MSPPfEFXE43xYQdc5uGXWneVNr1QKhxSZ75A088Q+fBz2E2mynKXhQRmo9asddrzCSXLkJU7RZ2\nW46eTB+JagaHx8TMHSuZ6MIk6qoTCRfihC0RRrXJ+eNFsUTXxCjW9grCoQyXy3ew7dMFzU/ufYB/\nD4znF6uB14pXuL8KT2cLVFQr43GFWCrB7pYIzx7VJ29J3pjR1moR+M1nSzx3fGEX/rmj96jaOplI\nVQl0vAKWILjq0Xyd/ORUPza3Htux2pzRO1mkP2bHYllfUN5KqXc2y44RALIso1Ty9E2kGQnnUD/c\nRlerVc6fP89kqksP5IrFkCQJm82GLMtUKhW6u67SFIhgty/dRpns7RSUNjz+XXSNHsfpOIxpmUpU\ndoeTeDbJb+z9R25GZpE0Mw5/IwCBUBOys5Wm5hamp6dJJlf25sklu/j6kSxHmpbqek3igqcBQhrR\ntLCSTWYW649n4zPsab1Kz8gksZz+IkWTO9cAfJ9jTRKudBoxeolb7/9k/ni1UsFJL5/dW6LWJRG0\nriwA0pOXEASBPa0FDtVa0K5KHFwhOtlsEmhviiIKFTJ5sNmDOF16tlW7w00kVYNJ3D5DcDpbwur0\nrfi5xxfA4wsQSS5dAOSzJUxrhZpvEFPiAIX+fQjF7YuItjsc+Hx6f+m0Hymh/99iExlR9cn73Ew3\nZ/pvoWka+fIciXQMpUOh/gsKoihgq7Qzcs6FquiTnygKNBw3U/Rk8e19YPy1VaK7x1Bb8ji8JgJP\nqEjeAgPhMPY6B4U5O0nrghp4PFrkztjK6Uo0TeNsfz8neq/x41O3qKgWNKuHSz03cdoXnqH374hU\npcUTcyKztlB4sA+TCLJQj8XVgcViYSiyC39NMzabnfZDz5GTHUzMFvjJ6dEVhUBJtVHXun/N695H\n5RMqAN782d9QyibRRBtT5bp5PaDT6aRaqZCrhOnuucNPf/rTef2/2Wzm+vXrdJ/9Rz64VbvsCshm\n9+D06nn2C+ouWuqbUFl+G+5wWdjdCGFtFrPVTV19M6Cvvuqb2nE4HExOTtJ9412y2ewSA/Wtc39B\nOjWMwy4s8dbJ5AXypRJj00O8ff7XaFoZk5BnIhzl+lCa64MJpmN5imVdcJjEUTwuCJfqKCn6SuKd\nGwfWvI+XemuZnns8HgWgq9Ne/nyFz39ummr6DMmEnu1z8t57tIX0HU9rvYLXtPJuJmTW7+v+DhXB\nKvMvtRpcdSsbWNubooQCBeZSdpyuxQWJcpU6TOL22U7iOXnJLvOjCIJARV36jMmJCha2t6j3ob1P\nc7DjWUKetWtJbIY677M4xIV6HllvQrdxuGXkp1PcGhmjP6XRr4gEmh0IgkA5r+E2NXKw5TdITVmI\njWpEBmVMZgFvo2lR+VCbW8QZMGG1LxxzhkSGrMNYBR9CYjdFy8KEP1ewkSho9E8k53dZD+4I0rkS\ncUscy+E83sZWVNGOJ9CMN9Q+f46qaszKdn58ffF7cm5wY4bY4Rk3Du8uWjv0srihli/Np3L2+Wsw\nWewk8grNnc+QyCz//ErqRo2/25vee0cIgFKphENIombuIWtmvIE6AqHG+c99fj/xISfXbl6ko6OD\nxsaFz6qVCl1DY3gbf2vN69i9e5iN52GFupqaSbcN7LEkcXuWf1FjsTkyyX7++i+/zYl/+qd5yT4X\n6aPO/DbtvuVz849FQ8imOlzOm/zBb00xl4xgNqeIJkepuPbh8DeRKZuYiFWIxvsRTZO8cf1pahr2\nklGeIp3TKGl7uNjtRFGWfwhGZtzMSP8T73T/1pqqqoeJx6VXgXNYh+m/+v/Sd/PHCJkfzQtoQRCQ\nCreXbZtOxWnZ84AO3aKQVSq07llZYDjtEPCqlGXnkmyKeakW8wa8p9aK7C0r6wvmkz4iADRNIzkq\n4/dsf7EPURSxPSQjYn1NO6bKwphd9SJTyQSyIGF1igyLExRDHtxPN2D6MJCwGHVT691FXagRId1K\nbqiN3PTGdNz+gxqmagC72kBssIXBSf2ZKCpW7P4WpotB5tL6LuvqUJapmK7aSZXyBJ+RcYZEvDUB\nfIFabDY7ouPAvNrn3qyI0OyjVOuj+97CXFB1OUjlln9vupcp/R3J7lk1fYPbG2A2XcHt9hD/cBef\nyi22Z1SXWSisiml7p+wdIQCmw6MIQpHGgJV0Rb8hNtvCAy0IAs899c8pFvWVwIP6svaODp790tep\nb1h7BeRwuhifK2J3Ll8mz+poYWTajlLas4o+VWBkZIIjT75AsKZmfheQn32L5lCKztbFxqP7k3U0\nv49EcQ/H9ufxuASO7ovj90zSO57D6XSimJyUqhrpsgmHvQeJGmrbXsJiseDwHeD9riZcnmYkmhkN\nO0lkBOLpxWO8F92Hw+nBE9xHOrfw2fQqwVgPk88dL3Os5X3azP8Pe2oXp67Ih68x3PsGs9N6qP19\ngXXl9E+pq1kYr2CTUVylddU8LlSXTq65ch0uR3LdeW4u3l3e7Xg2kWcimmO2sr6cPR8N7c8Vylg9\n5kda7GO7sBOgWllQPQxmIsiifj9TRQ1VbsL0wI5XlBYWT0GO8sSuLxE0H1px4bIc1ZKKrdpMra+d\nIx1fYmAuw+hMApPdjy9QQ01DO/dldQEniaKJSlUmL5fmixGJ4gPF1X2tdI82oWkag0Un1mYPgtvJ\n2f6D/FOfnTtTJko2G0PJBfVwMivMP5e9aQeTs2ZuDjnnBUm22rLqdzCbzShWXR2ZrLhIZctcnbQx\nMKWrgmVFofSYK6LuCAEwNHKL3bU1VCUZRVw+IlcQBPa0H1py3Gw243avrJP9KFlCy9oKAGx2Fxf6\n91LX8sKK7c1mM3uO/EsA7Hb7fMF7rbJ8yPgP3tPHXJYDZCstjExbSOcEavwqd8c9NO16FgBvoJ6h\n6SypkkxLfZqCFOT/Z+/Ng+O67wPPz3uvX993N7oBNO6DBO9DpEjqtA5Klmwr8n1MJjOz2cnMuJKa\nmq1J1Zartmp3a7OpJJWandpsdmpzrBMn43gr8Vi2ZcuSLMmSLImUxJsASQDEfTTQjb6v1+/YPx6F\nZhMACVIkAUr9qWIV2P17v/e63+vv9/f7ntYrqzpBEChKn8HuCpPMunhj8BC/OB7mnXM1YVRRDJZU\nM5nK4fQQT9mXH953JmwoVWOFzfNmyBUNzs5ILGRuzg/hsuu4Hat0Watc5id/+59449W/4N1f/mfe\n+uXfomkamaljdeMMbwFBvnFBrmLZIKc0r3jd7ttJruwkkb5xueWKopJV3bx+aqUSODacp6CIBMMr\nz7Ea6jUru0QyxZ7t92Z/Xp83RH7BFBXpSRvzeTC8VdLTEkFxN15LrG68UK19To/LbyaZ+ToZen19\n0luohQ0AACAASURBVE5VdBbP+wh7OxFFEUEQcAV389q5BZyu2tyvn5zgp2cu4w22UdVFfnJslMGZ\nmr9HEmr1ukRRpKBGmIpLXEyYPo3FESuys5cJKcR81cbiYhtnZqPkS+bv5NxkJ8NXdi62sJ2fDPbx\nzmQbPzrmpKIYFNUbPwuxdtPhUTJcTC1VibR2o1zp+fuLE+dwbFD0z0dsCgVQnDqL024jkS7h9q5f\nmN8KTa09142WUKRdN4ymuHrbNzc3Rz6XRahOrhinVA1wHGB8VkLRXMiOGD9+bwdvDt3H6yebSFSP\n0tS6GzCFfFf/LmzOAK+d6mUhX7+jCUR2mAon10pz1xNg30Oq2MK751wYhsH4vBO313wgRVEkVwnx\n1knTxqn6Xcyn4H/+gUy5cmtK4HJS4u1imB/nmplOfPwdhc2hYq8IzM2Msiv8XYzMT/jR3/3v+KgP\noRTcZQzbjQXHq++HKasrzXaiKFLRvEjS9bNYT4ykGZ7J0tG/G8ldH05ZUVTs/jYuzq0/K/3arb1G\nlqLWvsbozY0oiqA4WZzQEDQ7ze6DKLoO6Ta6o/vwGlvJX8nnyi5qoKx0dLtdXmzlruueZ2kS0tMS\n2WkbA74v1b0XDETB6q77bUa7e6j6ZRwOF/M5FWdkK2XJztKEjGEYCEZ9wUZFczA8F8DmNXeKHnsE\nUQ4hyh6mUyJOl5+KcoT34i7iSzoTSyFyZVNZVAUJKdJGzohwaWEXZ8djuHzr97t4A2HGFsznOJ5V\nOD4yyUhuEbd7Y/s2bwoFEHZZ+HBknOHZzLrDoe4ULW07bmp8Op3mZ//tjwk4V7Y2nIrbCEf7+MGv\ndqBoLuwON/27v0JJPETJ/e/wR/bUjbc7nPgCLWTFozgCK+sNCYJAW/dhBEHA6t6K4NjNhfmDLKRE\nCoq/zv59Od5FUYuhaQYlh4PBaZGtX+lkPH5rtuKiYcHf58UVc/P6nJcTE9JNbemvxe5WcYoibe1t\nuB0GD2wbJmb/MdFwvaBuaq2Sk25cQiNV7qKorO78rqhuZHFlKOhStsyxoQXiyRwVwcvluIIgCMjO\nIKNztXP+7NgMwXAzHX17VsyxFooho2oao1Nmq03dmEGVd637+M2GUHWTvOgmO2OhKdSMmvYjlUOI\noojXFUad7qUyXkU51YxdWz0foTXcd33fVNWFHu+FyuqLwO6u+iAIq82FRTcFaKx9K82RTvpbDyPm\nm8knRZz2euFa1R0sVZqQNVMB2C1eWlu6EHQbaU1G0tw4rH5SmpW/f+MgmtxHQTGvZXQwjJH30uLZ\nQ2vbPk7PP3FTYbeSJNF25flRRAujaSfNsf673gHsWjb07IZhcP7sKfxOF2kjzoX47eludTdxOp1Y\nlXcJeEzb/+yiyLtnXYzMuMiWfUiSxPb9X8Xlq0UhuLwtyPLqCWWiKOIPrr1S/OiBsbtaCEZ30NTx\nJDPJMBWt/mEvMYAmtXFpXsIWdRJXbFhtInPJm288MjgncUas2dctO5s5bmtjeP7WH5/miEFLwM1s\nwWyXKVsEDu+rsu/+emev1yOw78EbKwCnrwvB2rnqexXNjbBKz4K5tM6S4uFyXKFqWKgI5srV5nAR\nL9h495yp1P3NprPvZn7wTk+An739Pn73Sb738w+RrFVs9nu3DaOe8xHz7cNjmD0wSvNO7NRqGolV\nL+O/bsJt7SMcWN004pD9lLLamkpAUO20uw9RmVu9VlLAX+/j8Xua8Mv1q3CH3Ymt0kFpohmPq16R\nJDMO4tkolmIz2YROUDCfPUGzI4d9+IXtuOwBhpMuerc9Rzi0i9l0hFdPu/B7+gk5ttIUbKHJ1060\nef2hm8uf78rz4/d3sKVnPw5943eEG+qROv7BMc6++UM+e38HrnwBV3B99tXNhCRJTOb6MIwEgiBw\ncqyNqaWt+PIeEHx4guaNv5POv8XiVmSpDFfteMPRbnI5N+/OfYijVWBet9GsGagLMSC7Yo6FNET8\nq88/ozrwttXbryU1wEJxjgFuraevJAkoVQd5tYVyxcBu+3g5DqruwONePRa+VPUxk0kRvEoeTMVz\nlHUb7mAz+XwKjydCp68WXZYuS7gtITK5Mhb7zWXYghnEkCtaUAwrLf0PkMi/gXXjonM/Nu2eQ6bp\n88pXHGA7AW+tLpbdiLLvvh3XjYrxuL1cOiXRug1cIaPOcQwgqm5Eq8iW9gPruiaHffWcioinD0dh\nZUCAN3IYj2FQrpSYGm4lFr5iMqzaMbJduH0+sz/AeBDJb34Oi+cIg0sSdqcHp+P2+HA+Ktndto7A\nlTvNhu4AvvfDf2BLlw8Dg+GRMk7x5n9om4FYz7MMT5s3NV3dQ1vPo3hC+/EE1052up0UqyFK1ZXR\nKW5PEwV/J5pqUKCL4RclQsbKh07TDH56qf7HpOsG8StJn3msK46R8jqF/K2b63J5A1XzYfe08utz\n7WY3q5s0KZ0fFvney32cGgli93StOW6pGOXkZP3iYnBWY6lg4HJ7CDV3YLXa6pR0c6wTnBEuzuRx\n3iDufy0EdycjqacJhpqZz66+O7lXuFawR6PtdTuikD96w45Woihi0fyoGR9j75jfdSZuMHHKIH7B\nVhc99HHxuFauZj7KpnY53QyEa2Hj+Rk3Xe7HAHOxtr/jK8vv2e0OAt5+PNZ7b3G6HjZMAcwuzFM0\nLpMoLfDe6eN4Aofo7Lo7AvN2I0kSuXKI2UUdTey46+fXLP2kS6tvm0XNyZlXfJSmD/Kbld9GqK50\nOv3ioh056iS+xLKT+PiUjfM5J6kcZK9pMlLKGFimK0xcvvXH5/ygm4o1giCIJMsx5hYFjp9Zv6Ct\nKAbfffUguufz/OLkXmR5bd+GL7wDwRpeLhFQKCrY3EHcoevfK7fHx5IevqUSCwCxrgFsXjMKrO1K\ntNenHQ+dlBZcuHSzTLhWcBIqPI49tQ9rdWOE7EDnoTrlda0iC7hb8Tjv/d7Tq7FhCmAmOUpYlxgZ\nX8AfmKCje/8t/9A2A+PxMH/zy278gdUF8Z3E7vTjC6+eJWyUrbisDxPQgzhkG/ErvtB/et00d4zN\nCcz6migh8zdnPHwwb+fMhEBKtJMXrPztMTvW0DW2i8tVHlyUKGRufVWbyrcy6jZtsJOpKO9eaCWh\n9bNwTbmLiTXa/k4v2LAEdhAMhujqO3zD80lWH4lMiaVsmTcuVHD6m+tyTdYi0nLrn9Hjdi/vKjba\n2bdZ6GvfR1/wcTyOJmaOBzEqDloiHcRCWwj7Yzee4A7wab43d+yTv/TSSwwMDNDf388f/dEfrTyx\nuoDX2UIhfYlspkAxN4tSKaFpGunEKml3m5yCeJhQy9FN9zBpix0U59K4FuJcLs1RkH2cHrYxGt/C\nYkokmXChXmrBHnXR/mgzeUHmrZSfeMlCRrPg2L7Sljo/CN8v7aDi3Ed8oWY2uTr57EYslMLYw6Y5\nyvA9w3Dhy5T1MG+fC5r10a+s1ofPrS6k02UvVkfIjBF33bi+jtfbxDsXcvxqMEdL904slo2NNvs0\nY7FYsAoeWuWHyc2aQQn38uLvXuaOSCtN0/jd3/1dXnrpJQYHB/n+97/P0FB9c2WtLGAoaY7shLLe\nxOzoz6lm36O89CZR1+bqIboeguE2Wlu6NvoyVtDbsYOQvcrjkQGqsoHgcvHjt3fQ2n2A05O7UAt+\nds9/BuHNborvhJmVvXi3B5F7ghRtdmzBevt/IS2wuBDAue1pCO9mYrKDqmqQL8IP33+O+cRKO/CJ\nU7XH7CPBnqzW6stIFhmrfw+Fqo+MEiO+JPDrc+aWe2nBtapvYCbVhNO+fiHe2hykfetBYr17131M\ngztHyN+M1+3HL9+bZt9PCnckNOX48eP09fXR1dUFwDe+8Q1eeOEFtm3btjxGEhxEvfNEgiKSpYK7\naOeJfb/EaTc4NRplduNK2Xzi6N/ex6uvfciWth6WLEVivQ+Y9ZWyjyLGz7Pd2UlPqZPL2csMteSw\nyGYopmxxkn9ZIfiFmlCPX+zDFjb9CBa7i7eHAkxW9jOxEGDrjoPMZ96hOVyrlprLG5RnPSy15yhk\nRc6Myzx0X5GS3IUDWJg6h9MTwu1vIVnZil2w8+75OcZKnyNdfJ1i2cvrJ63s6E7QEqplBJ+81IQr\nfOMM4au509FYDW6e9paGAthI7sgOYGZmhvb2WoxrW1sbMzP1zbtLJZ22iMa+rQrFy73Yi2YC1uSi\nTGd4kcWpt2hwe5BlGffOZmakNM09bUSamynnipSTOU5eqK3we+QefDPmfVOrOtJMAKdWs4GrVZ2F\n8zLhkIdi4hx6ZgjF2kWeQ2zd8TgApWrNWTY/L3D5lzE6qhHGTnp4++XtnLi8n//jb2PYKJLPLNIe\nrCBhKhzB0UPF+RgXE7tRpR2cnn6Ss1N5UqU2phKty6Us3r8YxO3vxGnd/P0RGjTYzNyR5dB67HmG\nprJ/IMv0vMQu6Ws4HU5OD76FYvXRGhbpbxnh8nSWYNvn7sQlfuqIxOojLPRUmYfz2/irXH31Ulch\nQBpQzvmQhkP49BAVzDo6p3/hpL8zRkdbM4JgFsq6PFYgGKqF786nnCQzEoWsTvzDJvZJ5thLM3mS\nnh4svl4U9QgD/X7eeH+Mvfe1oUyllovcFpPDKNIBghOvUE4n+O2tDn5V3Eph2sbQhMDje2f4YOZJ\nrPYAHbEIDRo0uHXuyA4gFosxNVUL35iamqKt7drKeTrRkM78fASn1XTiZfNhStUoYzM6NmbZFhul\nUlmZwdng42NXRFyyk739O5gr1FomWksespdkHPEIj1mOslXaQjllUFV0PPEdtMeiywW6RFGkr7en\nzvE9vdTBu+f6GD7mo5iO8uucGdt92NeM6AngtEs4HOauwyqqZq+FgI1KKYemqQRcCqIyT3DLFra0\n+BBkK60d/aQrnYwVv8LfvfUwS5VuAt6N6aHaoMEniTuiAA4cOMDw8DDj4+MoisIPfvADnnvuufoT\nS3YEQWBiyVw9qrrGdPE+zowFKAsdHNxewmPPkl86T/GjSlMNbhuOsmnXf8S/i4uJcWaKCQzDoFmN\n0fPBYzQn+rFZZEK2AOolP4unLDS3BG+Y7NPZex/Z7BY+Y+9lzjHARVs/GUVnuGDgbgojiyrylVLC\n0bAZXur1utHKSUr5JK0RLwf29BOMNiMEm5nUHGbyTiWPW8kjN3+dhbkZfN7b21ilQYNPI3dEAVgs\nFv7sz/6Mp59+mu3bt/P1r3+9zgEMsGfvIabisGB08eHiKL9KnMXb+RDW2NdJV8wY9Yi/jCxmseoX\nVztNg4+BXakJcl0SOGabIKcUSObzzC1ksGu1pCxj3I80vo1Y/40ztUVRxOIyx6WsTSxJQd6tRHnL\naCUY9OG0iziulHfu7ayVXmj1F6lkpuqKAbp6dnDZapp5wk4HucQolfwiu7fcenJWgwYNatyxkIhn\nnnmGZ555Zs33HU4Pr57sZ3ZBIdPdQZMwDvkC4GI2YW7v/R4DvRInEBS5fU39GqiqilOvCdqyrqBK\nFs4kxzg7fZGoK8j3z7/EA1172RnqwbLkJ7qva93zK1d6LiuilYok80FWwNNuOpPDodULDkXCwVW7\n3cV23WfO5WlCUi8Tts0TjXwy0/IbNLjbbFjWkiRJdG/9HAc7IghaluaOVhamz1MtpcnOLJLNm42k\ne5tnsFnWbgLd4ObIJzLMDo0TcdRqBzmsduxZg0v2BJ/b8jCL1SwO2U7SVeEnieNUOwN41hDcq2F1\nujlbsbOUz+O06TjaevH5bpysFWlamW7/kX/BFY7ij7UTa60J/w/Pjm1o68sGDe51NjQo+sij38Bm\nt5P43gscfeIzPHD4fn7wwttUHTYmFj3scuc4sjPFqVEZtBvPdyeoVk17tSxvzvjxoRNDRJqCuIJe\n7K4bl5u0ZDR+Q9yPdJXjdpu3g0lhiUjWRWtTmIfb97LV08GHlklSzSVE982VkHY6nbyc92P3KKjF\nOLu29dz051qNjm21evpLqSyybzuz8RlizTeu05JMZcnly3S1NyKHGjT4iA2VarYrrRk/99QRbDYb\nNpuNzz25n9SBfhYHj2MYWQRBwCYVNkwBzC9m0AyBrtjmKwal6zrCXBmbHayJAuy7sQJwVaQ64Q8Q\ndQRJprLsiJq13rf7ugCwKSIu2UaldPNfvqOlne6uttu6Qv8oiatYLJFMpLAHt7CYSiEtLNEcqb8/\no2MzxFrC2O2m8soUDHRuvhdCgwafZDZF4ZrmaG1V1tFuxpnni2F+9ktTQXgcJSqVO5f0c352Ak1b\nXcjlKlbU9OqNwjeaQjbPc60H6S75CanOOmGrVFav0/9R9M/VCILAjuDKMtEeRcZS0PGlb/4x6e5q\nW577dnN6aBYjMUNVKeMMdFFS6s+Ry+fRJA8jUzlKpTJnLi2SK0tUNYmZOTNLWddX9ilu0ODTxqZQ\nANcSCPhxNj9HbLGZ0QtWwn6VfPbOdAvL5vKcnVgkkVw5/5nzI5R1B03q5uxUVsjk8dhcdDqjuAUb\niqKQmligUq4wc25lQb1sMkWbtP6dTI+zhV16DLe2eVbO1WoVZ3aOJ+0pnGOvUk2Mour1G9nJuSyZ\nggEWNzOLReyhXTgCfaTSBeZTArquM3jhMpdGJ5aPGb1c39P54sg4mqYxNLyy13ODBp8UNqUCAHji\ns1/lcjlMZTzAiXecyEpp1XGJpfkVq/f4YnzVsasxkyiyu+cpcsUq8YUlCsWrEs9szRiaiK9qdtCq\nlIpUCvmb/zBX0DQNtXpz9WvW4tyZQc6evVxrM2fzUMoV6Jx34j1dpLOy0mnrXDBwW2/sjL0al9WB\nU5NR1Rs3Zr8b5HNZvri3hR0uha3qOC4th2qIaNpVrQYtPnyRraiGnXy5Fu3kaerDHdnBiYsZFjMq\nyayBqqoUiyWKV20wS+UKqRy8f3YW/SYUZoMG9xqbVgEIgsDOb/4eH0yGKEy2Y68WGR85R7FQHxFU\nkseJL42TyZpCOptNMZJcv8lGM1xYLFaSRSdzpWam4zmqVRXDMFANK23Jd2m90k9WW5hCjt96qeoz\nlwd5+9jtqXG0kCgR7n8QVTcFs81iJR1fos0RZpe3m257lFKxpjRTC0ms1VtsbOJsYubs5U2hBJoi\nUWxh02T4RLOEVEhQKJS4NDLJpdFphkYXUQUzh8HhjSJ7azWpbHYXgiDgjWwjtuUzeJv3MD2fJpsr\nUjWsDI3MMTI2x/hUAtnTia91H9oVN1k22whEbvDJY9MqAIAtu/eiRHoYj26hkktSnjiNOnKifpA9\nz5L3dc5NjqLrulluOOJbYePN5BLMLo5RLtdW+PlCHk0ywyED0S043UEWk3k+PDvO0MgCVleYfmuR\niFglM3GJ+zPncam1BuVDk6MsppbW9VkURWE8ZCOxo5V88eOFteq6jr9jN1ZvgHgxs/y6dUnFeaUz\nVtjuZ+TXZ6mUzaWtNadD9tZ2H5Io8ojRT/zyNPnMxxeE2aX1fWfXous6oVAIrur9O1C5RBUnqZyG\nYfFRFTw4PGZTHkEQrtspTLY60JEpVwVckT2UhShl2xYyigdPoAVJsqAaFlLpLDPxzJrzNGhwr7Kp\nFQDAI89+jQMDB7mYTvO81+CoGCebrJl4dDmPx+vl6c9+lmxqDFG00O5rIp+vmWqy+RS52IuklHdY\nuOrYVDqH45pG4pIjgj04QNXaTiU5icNQaHFa6Jg7Q7tdwFGpzVvw2Mhq63NOz85PI3VFsXW1Mlxc\nIlXIU77FOkeLyTQObwuy1U7GqAn1p/z7lv8WBIHfan2S0kKWpblFHKqF/aEtt3Q+gCZHgGjGQXJo\nuu717ExyTYfztSzMLjI1MUXp9PhNn79cLpNMJrHb7fj6dpK+Uhl0h1fHKtvxt91P1RJFtK1sYHM9\nNF2koslmYxl/K1abi2Bz7Xty+WJcXrAi21e20mzQ4F5n0yuALTt307ZjP8HefvKSjaBNIjBzHoBS\nuUg2myPsaOczew/ym//i32O1Wvm3X/gqFaXE8GVzXKG6gC8K29QyxlXyWhBXNhQJNfciCQJStUR3\neRjblQMeCJrRMzvEDEPvvQFAWTAoijeOJjEMg7TdsmyvL8kwUkkxnUvd0ndSLFYQRYlcapbyVSGd\ndku9s1YSRZSpDL6EiEO5fg2f9eCXXATLDuLjs8t+F09OIjE+T3U9vo10hfLQLN3OXpbmF284vFqt\nMjs1g6qqTE9PEw6H6erqItwSIy2ZvoygTcSxcAxBFLE5fFjtN9fAvaJZ0Iy1vxtBEPCEutD0+p/K\n5NTsTZ2nQYPNyKZXAABNsQ72Hn6MJYtZRdJdWERRFCYKbxANt2Mr9S2P3bdvH6IooigVlIJZRM6w\nmLbw9qwVQamtVjWlilJeaY5pSXzAocUXadMXCMv1Dma3LKI6FU6MXSJjhyWqzCYXrhvvni8UGFuo\nCYxktcxswEJGXL9NXdf1ZRu82yVTKeVwSEWKwvUV0NP+/TgNGdttUABCRWe/r5feBTfzZ8apFMvY\niwI7cmEKC6tHShULReZn55g7P47bkHm4aTdNFi+ZsUWSY3PXPV8xX0BYLBOfmMUuWHn22WfxeK4U\ngbO5yFYNzlWsPP/kIQzl1kw0muijsI48h6omMjI2tWxanEsUSGduPSCgQYPNwD2hAAAe2X0fqs1c\n3VmtMpcvniadXeThvn/J80f/1fK43l6zw9CWgT7cLlNY6HKeakXHq0rohZqgkLUKeq5mEvpIiDdJ\nZR4JaTzirxBxrBScybYWxowCetRHusXNsZDKhaQp4ONLKyuXpkp5qs2+2gu9UUS/ixmPwGRifRFL\niqIQDodRVZVoJILDUqWrs5XkDUxQkiii5MtExY9vwtjia8dn97DF3Ua3pYnqYp5djk56Xa1Y8jr5\nxEohXMwWyA7HeVjtQ82WaXO2EHb48VastKWvv1rXy1V6ykGYLXJfz466SqSLFjcfWNuwP/5N7J1b\nab62cf06cbiDeJtu3JVKUQ0W8l7SmSyapuH0tZPIblB2YoMGt4l7RgEAJN1mZmm4qQV72I/DiNLX\nvWPVsY898hS7933GjOaxLqKcq+KVZCLUBLSsFnHqNafu+PQpANy6uSsQBGFFItPFokrW5cayqwsA\n0W7F4nOTknXOL0wxUq436yxmllAEA0dvbMU1CmEveWF9QsTj8fDggw+iKAoWi4WuNh+RkI+lgJOz\nheubUwbcpuD+uHz0XYiCiEUTcBVqAnl/qQ13YuUxUtXgMc9O/FY3MfzL8+x1d+NQpVUTsqpKlUIm\nh6gL7Ah080zgPpx6fW9ipW07fc9+k62HHqGjbyuhwM2Ft9Z/rhv/DERrgGBzP8WyysjYHFhDlKub\nszxIgwbr5Z5SAI8/903yigZWG7/xua/xH//Nn1430zQWixGfmUYenqN1VGLWsJK+ylLTIhYIajWF\nkNEWUStF3NpKs5Ci6RxLlvjAF0aIhBAt9TuDrKiRk0F11wTVbCrJO8V5KsLa5qGldZqB/H4/giDg\n9/uRZZnt/S3IFpXmJjivrSJ5r8Il39rq+HpYVBFfqeZD8dpcREoOEufNRkCaqqFpGnIJWhymY3ar\nv9ZeMuoK0WIPkhmp3wFVq1VG3jiNmi0jXflqrJKMlq2QTtaU6+Gnv0D31m3L9z8W8cAdTNhzeoKI\nosjUgkK6GsDm8KBbgsQTGQqF4o0naNBgE3JPKYBwJMqSIYPVQXtrDJvt+hmq3d3dlAt5Pltp5qgz\ngKspRiTawvyc2Z/YoRSJqqYC0HWdtrkhvLO/psmyMjrnhaTCGcNKco2wwpLfQdJhOoY/YlDMoceC\nLBSza15j0qbdMCy0UCzS02MWVDty5AiiKLKlt4OJxUm+9dVn0Vx33xThwkb4GrNShz1Cm2qu8stj\nS2QXUvi0tcMwHRY7zoJI4aoY+1KuwOeb7seqirjzNSWrJYuc/ce3uXTsHIZhrGjuvnf3Vn7zuX1o\nytrftWF8vPIPucQEobb9BCKmycjuCjCbdjIxe2vO/AYNNpp7SgFIkoTu9IJ1fe0ABUFg/+EjlHoP\nIgoCeMN4+vcwrxS4PHiapmoGu2EK+1xqAndPkFxmlFZn/epe0w1O+CPMeX1Mula3pVvcDvSoD+WK\nAsgW8pQksHicpGLXMb80+XlvdpR4Ym0zTiKX4ez0ZV45dQyPx8MjjzxCoVAgrpVRFIWnP/cwxTUy\npe8UMVeY4CqhkSHVSaVcIVSwIWZVQqXr36tWxYOSqClAtVzFb/MgayJ2tSbkW6pe+rMBMm+PM/jG\nCQbfPsn8NZE4kaYQTb7Vnd2qUiA9d+6WitMZhoF27ofoyZVJgK5AOxZrI0S0wb3JPaUAAErBDgxP\naN3jH3jwIaKPf5G3xVaqHTt4+JGjRMJRlHyCklbhbNYUPiUjw8SRQ7S1rjSXvK1aSB3cy9zhgxQ6\nr+1tXI8iC1QqFV4tTqMFXQDIgbUVgGiRSLsk3psdZSG9MkHq8swUC3qJxWKOSxlTSQiCwHwyweXS\nEj/84E0Gtm1lTtkcq9BmR5CFE2N0CCG8CYEO5/XLL3d7W7FNKcu+AItm+l0sqohVXWne85QtLIxM\nk3znMosnx1e8H/Stbu7yOTW+8rlDKKWbj9wpL03RZ8zTvIYuK6lSoy9Bg3uSe04BbPn6vyN06Mmb\nOibQ1MzB3/kf2fbAY1itVv71177FwQce4wIyH7REGZt4n5zTFECS4eB/kJv5Y92HYRicVASGJAei\nVUaQxDqfg6VYRVfqbfiS383E3DRiRxOSY31F1GwD7VRCTtLqyoiejNVg2m1wemKEZKXA+eGLGIbB\nu6c+RIkFmNdKWCwWip3WVWa++wiCwFHXbrxWFweDW9d1zAPh7eTipvKTrgh9sapj11c6Wf1WN31J\nH1ulFozcytwDp11Er6TQdbM2UD61QHZpCo/Tyu5d27EI5necXhjFMIx1Ce6IOs1DQQ3fGj5f0R4l\ncxsypBs0uNvccwrAZrMRCN98Uw+n07X8tyAIPPzU57nccx/Srm6yPSpKh4Su6QT3PkpJcDLffeDY\ncQAAIABJREFUu41LVRsfyH6GjNV/+QM2P75ivf1dssrEy3kk68oks+th39bJQrVAoWyacj4STBVZ\nwNLWRLLdyxwlfnTq15wduchgxfRdzF/xL3Tu7ts0q9CbLThnES0os3lywwu4SqYJp7JUpM21+n2W\nJfN+6LmVCvPA3n629/phchRl+ATMXcQhFvG4rAiCQHuzG6EyR9gvk12aRs2OUswnV41GKpfM7zYQ\nCRG0WzDKGUpL0yvG2ewups6eIZ9rKIEG9xb3nAK4XYiiyGN7DmNx2LB3hrB4HUiZIo985ih7AjGa\nXF7kLQcIt2yhvGug7lhpxlythmxuWpy+FXOnxZt3ygqCQGogwnwhw2hijrcvnCGbz1O56g7pDisT\nURujS3EyNnOlnJMNkqklOnb2MS6szEG4V+hXm+jKefGVzJ3M4abtiDcIz7SmNFKJ+s/s9/kIeu20\nClYetzURE6y0Rz2E/ea8Po+dPQMxvvWlR9nSarBrWzs+a4FqZnTF/FJlDk1Tae3rIVPVOSJNcWDh\nZxiGQbVar3y2e+0IiamP8xU0aHDX+dQqAIC2QAj9qjo2rnQFq9XKN599DmfFwGjtwxGIIrnN3YOe\nLUK6QLfgwjAM2tx+fLaVNudq/603LU8pJYaVNAstDs4rScrXZPoKgsCJsYsoV8JNRZeds+Oj2O12\nAg/fntaLG0GfN0a3o5l+ZyuwvkYyQYuHD77/+orX9+3egk9QiFh8jOTGQC1w+OAeAMrTs1Q+HCEc\nCvHPvvElOmIhejuCbN/aVTeHUsrQEQsiV6c4/MAhFj1tdHosHPErVLLzGJdeqRvv0CuEbjEbuUGD\njeJTrQA6Y+04CqYdWVc1Hmg1S0qEgiGasNK57xB79hxAK5mRQi5NIKha6G+K0VuSObx1Fz7ZvsL0\nIvtvrh7N1UwHRKrbYlg7m0lLOmXbyls05xaWTUyCIPDz+QsUigWGFyepahtfsvluYRgGrRknE6Pj\n5K8KJbXZbLQGgiwZeX7/f/0O4VCQH/31D1icjeMvGkT0molq5/YBnnnqUVwu08MrKItUiwlczHHk\n4A7ao25EUUTs3UOpquO0iHhKC2ileoe9Qy/iqjZKQzS4t/hUKwBBEHi2bQfWQhX75QUe2nvf8nvP\nPPgoNpudttYYsaUrhc9kO/2Sm4HOHnaFYlitVh7t24Uzc/vaVUrRwPLfakcIsWmliUnyuer+n3ZL\nvHH6Q7IOkcSnZBVaVEoMMUfQ6uHEe+8zOzS+/N7I0CWMgooQcxEMBcnEkzRNCoy/cIL2rBOxqKNc\nVRNKEARssul72NLdRLO3xL/97a/T1dnBk489CIB/x0GOyzHmqxJKJQc2GU1Tlx3Jbr2As/rxynw3\naHC3uWUF8Pu///ts27aNPXv28KUvfYlMpiZ4/vAP/5D+/n4GBgZ4+eWXb8uF3ik+e98D7Hc1s2fr\ndqJNNadjOFgLNX1ix370ssKDTd3882eep725hft7TL9AJBRmwBuBsoKUzKPn7248/ke8eOxNMlqZ\nRfnTkZW6JBSJbGkjRxmXy4WWqwn0sVfP4FAl7D1mqe/tPQO02EO05z24RQch2cOvX32zbj671VQA\nDpuFLz13FFk2d1g+nxnj39TWyaP//n+h5G8hUynw+X/+W5Qzkzj0GYqZeVqtKt1WlWK84QdocO9w\nywrgqaee4vz585w+fZotW7bwh3/4hwAMDg7ygx/8gMHBQV566SW+/e1vb/oG3F2+EA7L2mGUEacP\nOVvm6fuOIMsyLperTkFs9UfpxcV21YlN2ZjPWt3ZxuniItN+hXe1kQ25hruJ0ebEEnBQbrcxsGs7\n2dFaSQmpouP+1g62PLAbgC1HdpEN1O6LVZJRLyTJ52omm86OKNVKHoddwuNZ3YQnSRJLVh//3b/+\nZ+zZs4eAC37ntz7PztYql/y9uGQJZ7E+H+PadqUNGmwmblkBHD16FPFKLfpDhw4xPW2Gx73wwgt8\n85vfRJZlurq66Ovr4/jx47fnau8QPaFmRGVt23lfZxe+kr6mY7IrGGWnv5UvPvQEzusokjuJaLNC\n2MNxb56L4TL6NWUPRq0JKur6GrdsNKXqSpNawsgz7cpiGAYVtYonFkTy2ZEjLsItEYpTKfL5PLqu\nUzQU2rs7lstFyLKMpb0+W7ezGuTHf/UDcldCNyNNYbwODaf9+uG7Pc98k66uLgCam9xYLBZ+48vP\n07r3MAD5xfhyMyJd10kkrl+nqUGDjeS2+AD++q//mmeffRaA2dlZ2tpq2bJtbW3MzMzcjtPcMTpj\nbXRdJ7vYYrHw7I6Da77f3d7BswcfJNbcgpTaWDuw0RGg4LeSr9SbgoJ7OhiLFJiuJslVN7eZ6JQy\nvvx3hiLz1hxamx1b1MuYEiceLCM4ZZp72yjbdZxOJ16/l6lTw0xfnqDZ37RiztDONopV0zxXVisk\nyRO0eRl++8zyGI+1Qm/39TO9m1pal/9+4jMPAGZIMS6zBlIbBS6fPUmpVCKVSvH4449Tqdw+H1GD\nBreT6yqAo0ePsmvXrhX/fvKTnyyP+YM/+AOsVivf+ta31pxnPSF9G82RfQeu+/7D+9ZWAFezP9J5\n40F3mITdIFGtRcUsaBna9/fTur8XS9RNbv2VNO46s3KWvs8fQNVN00k5INL+lftofnALabXAtK+A\nM+pHcljxeDzsfcC8b3LMizKTZezCKDbPytDc1s42UlYzmmu2WSHyhZ20t7djma+QXjLNNl/8/KO4\n3euP4AoE/Mt/R3q2MlkCf2s7Rx4/it1uRxAEuru7b1i0sEGDjeK6CuCVV17h7NmzK/594QtfAOC7\n3/0uP/vZz/j7v//75WNisRhTUzVH2PT0NLHYylr4n1S2dfeiq9qKEhF3E93nYLqaXg5P1Zwibq+H\nps4WctYK9o6a4Nos2cMfYdsSomdbH8fSFwAQnFZCsQjRzlZUt8hjX32GrFgi1GY67D9aXEhuG5dn\nJylKVUTf6gJX8trJVvJsefYAvdv7URxwYvw8b//0NQBcLteqx60Hj9fLiKeT1q98m0hzC+FwmPvv\nv3953s2+C27w6eSWTUAvvfQSf/Inf8ILL7yA3V6rkvXcc8/xD//wDyiKwtjYGMPDw8s/hE8D7ZEW\n7LNpmssbG2F7TlrkcjlOUS1jWM1rUXSVqt9C5ao2l68mzqw1xYYgBxy4XC52fusRlqo59Ktk+cFH\nj9DUHGHnowcIhIN1x0kuGV9vBHdFpmlnx6pzSz4bObtKOGqaiAYe2MP2B/YirZFxPD0xeVMK0r3t\nAMFwE21tbezZs4eBATNSzOl04vf719c3uUGDu8gtS6nf+73fI5/Pc/ToUfbt28e3v/1tALZv387X\nvvY1tm/fzjPPPMOf//mf3xMmoNuFz+ej3xagy+GvyzK+2yTcOq+1Jhi0xZl3mTb/c9NjvK3GeWN2\nkJ9mTvJOcZhBz+apX6MbOpLHlPhbd21jzJGi96l9y+9/ZJ7x+laWXw70tXLgoUM8/PyTRNpbVp0/\nuK+TUqRWLtrhcHD/0w+jazq/fvNtAC58cHZZUM9emOD46+9QyK/Pr3PkqOkH8/l8OJ21ZDObzcae\nPXsaCqDBpuOWe9oNDw+v+d53vvMdvvOd79zq1Pc8T+07TMgf4PSvf0Rlg8y/lb4gSatMxRB48guP\n88sP3yOhlpgJS+huET1gw31uFqUrgDqpYRE/ftP4j8uClmVb/6Hl/z/57S+v234e7Vhd6F9NbEsn\nsS0rfTTRzlZmRqfQHtQonppnXJTo378dt2Fj+L0hfE4vA4d3rf+DXMOePXsQBIGhM+eXX8svpLAH\nPSsa2zTYeBSlivUmizneq3yqM4HvFAO9fTSFQngEmcjMxpQHsET9FDxW3l4aQZBEfjhyglMTptIW\n7TYsfjfFQx1orV6GKnMbco1Xk1MKzNvzdQL/bjlPDzx2hN6t/bz2X1/EvQRa1nQWazmF/WInWtqM\nHho6dW45xPNm+GgHrE7WupU5FwxyyU9H1va9xqWxOLl17vrudRoK4A7yRLiHzw0cQMtuzMMkWiQK\nR3p59/QJqnaRRKS+TLMoSwiiyI9b4rymrayGebeY1zIMqrPQfPt7F6+Xlr52YuMWvIIDo2A68LV0\nGVmyoKfLHP/ZW5z45bucfP3YdefJ5XJk0isF+9TIOKGMvOxTcKsy5WSOUnFjMscbrGR+wazvJFhD\nzM6vbM70SaShAO4gjx95iPt37+UZb/eGXYMgCLwXH0WzyojS6rdbGWhiKFQmUd6gFWmTDf/OVu4/\n+tDGnB8IRcJkPSpvZs4xPjPJr374MnLKVASl8RSB02UG8mFCluu09wR+/bPXefdHr614/eKJ88Ss\nIQpXso8tqoiYVFCWPh0rzc1OLl9kOuUknclT1SRGx1b2ffgk0lAAdxhRFOmLxDD0jQu3nM2kkJzX\nN6csOqq8r27MQ5/UCzi3txAMb2yCQvjxLTz9H79JylnBfj5PSHCTqxZpEwN4LA5iziamLo2TWUqv\nOYd2MYVnQuXCh2cp5AsYhsF3f/pPFE/P47N7qKZKVKtVXFh5KrAfctWGc3iD0XWd2UQVb7iLeDKP\nITmRndFPxX1pKIC7QG+sHbIbl32rtvgRxOvfaqMziOG7fgP3O8VgeZHp/NpC9XaRL+SvW5eqb/cA\nPr+P/R3b6bSbeQYJT5lXkieWx3TmPcycHmVqZHzF8f/4ixeJ4afX2ULppTEm37vAi++/zfnhUe7z\n9gMgTRaZe3+UiD2ALFkQ5svkG76Au06hUGQxkSKbK3DqYgLVamaAx5cqOD0h2vrv5/TZCxt8lXee\nhgK4C7jdbgLCxvXstbjXZ1svWmrCcb54e5rMv6hdJF5ae665YooZl8pcKctUfJZUNkNi6fZ2NtM0\njZND5/ibd17hR8ffvOF40SFzRpkEwN0aYs/jtcgkv9XD2DuDjH14cfk1VTXLQr81eBqfxQxVbbEG\nSU8tMjI6ztFkDOmKAn48vJdnPHuX21p+JroH+TZXiri61HWD1ZlPFCgqBvMpDXdkN7LNTAJs6rgP\nQRCQJAu5qmfTJUrebhoK4C7R7PQi5koYuoFW3pw/0LMtZf66dBxN13m1MPSxH/7T6hzH9gjMkae8\nSsP7tzMXebVykYxVZTyX5FfD5/k/f/oD/vP3/upjnfcjpudmAfjffvQ3/OX5tzhFhqFsfNWxuav6\n+bZt76Hj6V3oho4cdOAM1tv998tdDI7XFMDIySHe/v4vGBwaxCHXTG2hWQF1MM5uX33oqcNi5+fK\nBdJKHlEQsSq392c4PBYnl908+R2bkaLmZnKuQLlaH4YrSbX/B5oHKF7lpP9o96jrOovJ+btzoXeY\nhgK4S7Q6fewqORAzBQJLm7Q4WLOPuW4bM6UkQ/scnKp8PJ/AsCuP4LaTtqq8nDq7QqFMNhuM7HWh\ntvpIeyy8s3iZ6ZiTGRfEFxc+1rkrlQp//vIPMQyDebGKGvUh2q3MlrLLP2TDMPjJay8zuxDnR2+8\nQipjmqFKSpm+vds4Lc3QuqcHm9+JqtdKewiCgMPhoFAwHbiXTl+ge8pOT1sPiXIt1NNrdeEurkyC\nVHWVc20qY5q5M3JWbm8Ohmz3s5RpOJfXYmp6nqouEm7bC3JwzXEOl5fJ6TijE+azOHjBjJRLZRcp\nCTNkC0vMJC+uefy9QEMB3CU+u/0AX3/sacIlgX9z6CmETfoDLQVtjCsJLG0hUrZbr2dU1VSW7Obx\n8y6FXNTOTKnetJOx6dDiM8NRBQEt7EEQRcSuKP/l5f/G//fWK6tNvS7evXiWeJOdqekpFLn2mCsu\nmakrO4P44gI/SQzz/Td/wbnsPG9dPMP0/BwvvvMGFouFp//D13F63bR0trFYzdbNv7trgJ+/+HN+\n9MJPmDgzikW0oDos/DI/VDduv2dlBNiF8jy5bg9L9ioXstPI1dv3M9R1naJqpVIqszQ6dOMDPoUU\nqzKyPYRkkbG7/GuOEwSRiq2fKmb4dNWwUyqVWEylERwFCvoMmmv2bl32HaGhAO4SPq+XUDDEvzzy\nFH1d3bjZnJmGosfBBKZTsmxZf3Obq1f3RbXMXxbfoyCpGLrBnFOh5JaYt9Q7wgv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TAAAg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\nRwAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x105676450>"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%pdb"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Automatic pdb calling has been turned OFF\n"
       ]
      }
     ],
     "prompt_number": 18
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ax.lines"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 4,
       "text": [
        "[]"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ax.fill_between?"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}